{"id":"W7093307682","doi":"10.2196/18771\"&gt;10.2196/18771&lt;/a&gt;&lt;/p&gt","title":"Exploring Canadian Children's Social Media Use, Digital Literacy, and Quality of Life: Pilot Cross-Sectional Survey Study","year":2021,"lang":"en","type":"article","venue":"Scholar Commons (University of South Carolina)","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social media; Context (archaeology); Media literacy; The Internet; Digital media; Inclusion (mineral); Promotion (chess); Literacy; Qualitative research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003388395,0.0001539598,0.0004723072,0.0002808055,0.002234414,0.00008790498,0.0002853917,0.000154359,0.0001878655],"category_scores_gemma":[0.002613621,0.000189063,0.00009315133,0.0005950878,0.0002008828,0.004336017,0.0003402693,0.001099258,0.00002591803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001828533,"about_ca_system_score_gemma":0.001472041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06398343,"about_ca_topic_score_gemma":0.1419161,"domain_scores_codex":[0.996429,0.001612386,0.0008227261,0.0003190081,0.0004211341,0.0003957608],"domain_scores_gemma":[0.9963214,0.0009045116,0.0006012191,0.0003910314,0.001284213,0.0004976502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002302501,0.0001214831,0.967096,0.0001171952,0.00004795851,0.000001885431,0.03181512,0.000001870205,0.000001733161,0.0002149181,0.00003228033,0.0003193063],"study_design_scores_gemma":[0.00170026,0.00004974019,0.9875778,0.00002864694,0.00000949299,5.869263e-7,0.009971834,0.00001433322,7.535085e-7,0.00002487755,0.0004724907,0.0001492032],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934586,0.00003673289,0.00004795949,0.0001064404,0.0003014741,0.000393549,0.005207613,0.00003485818,0.0004128161],"genre_scores_gemma":[0.998947,0.000009917456,0.0001872653,0.0001023695,0.00007223997,0.000001630253,0.0005833693,0.00001062071,0.00008561063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07793263,"threshold_uncertainty_score":0.9990646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2637097706565338,"score_gpt":0.388918964708774,"score_spread":0.1252091940522401,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}